Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 92
Gemini 3.1 Flash Lite · Single-turn · Task 92 (Calculation, at the wage cap) Mean -40.0%
Field Expected Rollout #1 (-40%) Rollout #2 (-40%) Rollout #3 (-40%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 3999.99 3999.99 3999.99 3999.99
employee contribution 280.00 280.00 280.00 280.00
allowed deduction 391.99 391.99 391.99 391.99
taxable pay 3328.00 3328.00 3328.00 3328.00
income tax 324.16 338.16 312.16 338.16
net pay 3003.84 2989.84 3015.84 2989.84
clauses R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"96ed6aa66caaba7d-payroll": {"kind": "payroll", "record": {"gross_pay": "3999.99", "payroll_month": "2026-09", "allowed_deduction": "391.99"}}, "96ed6aa66caaba7d-contract": {"kind": "contract", "gross_pay": "3999.99"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.20"}, "second-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.22"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.5s · $0.0012
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "338.16",
  "net_pay": "2989.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "The employee contribution is 0.07 * 3999.99 = 279.9993, rounded to 280.00. Taxable pay is 3999.99 - 280.00 - 391.99 = 3328.00. Income tax: (3000.00 - 1200.00) * 0.14 + (3328.00 - 3000.00) * 0.22 = 252.00 + 72.16 = 324.16. Wait, re-calculating: (3000.00 - 1200.00) * 0.14 = 252.00, (3328.00 - 3000.00) * 0.22 = 72.16. 252.00 + 72.16 = 324.16. Net pay: 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84."
}
Rollout #2 -40.0% wrong income tax · 1.5s · $0.0011
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "312.16",
  "net_pay": "3015.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculation based on second-half schedule: employee_contribution = 3999.99 * 0.07 = 279.9993 (rounded to 280.00). Taxable pay = 3999.99 - 280.00 - 391.99 = 3328.00. Tax = (3000.00 - 1200.00) * 0.14 + (3328.00 - 3000.00) * 0.22 = 252.00 + 72.16 = 324.16. Net = 3999.99 - 280.00 - 391.99 - 312.16 = 3015.84."
}
Rollout #3 -40.0% wrong income tax · 1.5s · $0.0009
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "338.16",
  "net_pay": "2989.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using second-half reference values: rate 0.07, cap 4000.00, deduction 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.22."
}